High Perceptual Quality Image Denoising with a Posterior Sampling CGAN

6 March 2021

Papers citing "High Perceptual Quality Image Denoising with a Posterior Sampling CGAN"

29 / 29 papers shown

Title
pcaGAN: Improving Posterior-Sampling cGANs via Principal Component Regularization Matthew Bendel Rizwan Ahmad P. Schniter MedIm DiffM 23 1 0 01 Nov 2024
Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image Restoration Guy Ohayon T. Michaeli Michael Elad 31 5 0 01 Oct 2024
Denoising: A Powerful Building-Block for Imaging, Inverse Problems, and Machine Learning P. Milanfar M. Delbracio AI4CE 58 9 0 10 Sep 2024
Hierarchical Uncertainty Exploration via Feedforward Posterior Trees E. Nehme Rotem Mulayoff T. Michaeli UQCV 29 2 0 24 May 2024
Perceptual Fairness in Image Restoration Guy Ohayon Michael Elad T. Michaeli SupR 38 1 0 22 May 2024
Decoupled Data Consistency with Diffusion Purification for Image Restoration Xiang Li Soo Min Kwon Ismail R. Alkhouri S. Ravishankar Qing Qu DiffM 23 19 0 10 Mar 2024
Robustness and Exploration of Variational and Machine Learning Approaches to Inverse Problems: An Overview Alexander Auras Kanchana Vaishnavi Gandikota Hannah Droege Michael Moeller AAML 27 0 0 19 Feb 2024
Uncertainty Visualization via Low-Dimensional Posterior Projections Omer Yair E. Nehme T. Michaeli UQCV 25 2 0 12 Dec 2023
The Perception-Robustness Tradeoff in Deterministic Image Restoration Guy Ohayon T. Michaeli Michael Elad AAML 23 5 0 14 Nov 2023
From Posterior Sampling to Meaningful Diversity in Image Restoration Noa Cohen Hila Manor Yuval Bahat T. Michaeli DiffM 22 10 0 24 Oct 2023
Estimating Uncertainty in PET Image Reconstruction via Deep Posterior Sampling Tin Vlašić Tomislav Matulić D. Seršić MedIm 21 1 0 07 Jun 2023
Deep Optimal Transport: A Practical Algorithm for Photo-realistic Image Restoration Theo Adrai Guy Ohayon T. Michaeli Michael Elad DiffM 17 12 0 04 Jun 2023
Inversion by Direct Iteration: An Alternative to Denoising Diffusion for Image Restoration M. Delbracio P. Milanfar DiffM 24 110 0 20 Mar 2023
Image Denoising: The Deep Learning Revolution and Beyond -- A Survey Paper -- Michael Elad Bahjat Kawar Gregory Vaksman 21 70 0 09 Jan 2023
Multiscale Structure Guided Diffusion for Image Deblurring Mengwei Ren M. Delbracio Hossein Talebi Guido Gerig P. Milanfar DiffM 16 56 0 04 Dec 2022
High-Perceptual Quality JPEG Decoding via Posterior Sampling Sean Man Guy Ohayon Theo Adrai Michael Elad DiffM 15 6 0 21 Nov 2022
Reasons for the Superiority of Stochastic Estimators over Deterministic Ones: Robustness, Consistency and Perceptual Quality Guy Ohayon Theo Adrai Michael Elad T. Michaeli AAML 23 13 0 16 Nov 2022
A Regularized Conditional GAN for Posterior Sampling in Image Recovery Problems Matthew Bendel Rizwan Ahmad Philip Schniter MedIm 13 4 0 24 Oct 2022
Semantic uncertainty intervals for disentangled latent spaces S. Sankaranarayanan Anastasios Nikolas Angelopoulos Stephen Bates Yaniv Romano Phillip Isola UQCV 16 20 0 20 Jul 2022
Threat Model-Agnostic Adversarial Defense using Diffusion Models Tsachi Blau Roy Ganz Bahjat Kawar Alex M. Bronstein Michael Elad AAML DiffM 14 26 0 17 Jul 2022
Optimally Controllable Perceptual Lossy Compression Zeyu Yan Fei Wen Peilin Liu 11 14 0 21 Jun 2022
MR Image Denoising and Super-Resolution Using Regularized Reverse Diffusion Hyungjin Chung Eunha Lee Jong Chul Ye DiffM MedIm 17 108 0 23 Mar 2022
Deblurring via Stochastic Refinement Jay Whang M. Delbracio Hossein Talebi Chitwan Saharia A. Dimakis P. Milanfar DiffM 28 260 0 05 Dec 2021
A Theory of the Distortion-Perception Tradeoff in Wasserstein Space Dror Freirich T. Michaeli Ron Meir 19 40 0 06 Jul 2021
SNIPS: Solving Noisy Inverse Problems Stochastically Bahjat Kawar Gregory Vaksman Michael Elad 18 183 0 31 May 2021
Interpretable Unsupervised Diversity Denoising and Artefact Removal M. Prakash M. Delbracio P. Milanfar Florian Jug 35 32 0 03 Apr 2021
About exchanging expectation and supremum for conditional Wasserstein GANs Jörg Martin 6 2 0 25 Mar 2021
PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models Sachit Menon Alexandru Damian Shijia Hu Nikhil Ravi Cynthia Rudin OOD DiffM 189 536 0 08 Mar 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,183 0 12 Dec 2018